Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	13393
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	1.2 MiB
Average record size in memory	96.0 B

Variable types

Numeric	10
Categorical	2

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`height_cm` is highly overall correlated with `weight_kg` and 4 other fields	High correlation
`weight_kg` is highly overall correlated with `height_cm` and 3 other fields	High correlation
`body fat_%` is highly overall correlated with `height_cm` and 4 other fields	High correlation
`diastolic` is highly overall correlated with `systolic`	High correlation
`systolic` is highly overall correlated with `diastolic`	High correlation
`gripForce` is highly overall correlated with `height_cm` and 5 other fields	High correlation
`sit-ups counts` is highly overall correlated with `body fat_%` and 2 other fields	High correlation
`broad jump_cm` is highly overall correlated with `height_cm` and 5 other fields	High correlation
`gender` is highly overall correlated with `height_cm` and 4 other fields	High correlation
`class` is uniformly distributed	Uniform

Reproduction

Analysis started	2023-06-24 12:14:33.851732
Analysis finished	2023-06-24 12:14:45.075996
Duration	11.22 seconds
Software version	ydata-profiling vv4.2.0
Download configuration	config.json

age
Real number (ℝ)

Distinct	44
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.775106

Minimum	21
Maximum	64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	104.8 KiB

Quantile statistics

Minimum	21
5-th percentile	21
Q1	25
median	32
Q3	48
95-th percentile	62
Maximum	64
Range	43
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	13.625639
Coefficient of variation (CV)	0.37051258
Kurtosis	-1.0176715
Mean	36.775106
Median Absolute Deviation (MAD)	9
Skewness	0.59989554
Sum	492529
Variance	185.65805
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
21	964	7.2%
22	789	5.9%
23	668	5.0%
25	644	4.8%
26	629	4.7%
24	617	4.6%
27	546	4.1%
28	527	3.9%
29	407	3.0%
30	374	2.8%
Other values (34)	7228	54.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21	964	7.2%
22	789	5.9%
23	668	5.0%
24	617	4.6%
25	644	4.8%
26	629	4.7%
27	546	4.1%
28	527	3.9%
29	407	3.0%
30	374	2.8%

Value	Count	Frequency (%)
64	215	1.6%
63	230	1.7%
62	265	2.0%
61	254	1.9%
60	368	2.7%
59	192	1.4%
58	180	1.3%
57	181	1.4%
56	197	1.5%
55	185	1.4%

gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	104.8 KiB

M	8467
F	4926

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	13393
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	M
2nd row	M
3rd row	M
4th row	M
5th row	M

Common Values

Value	Count	Frequency (%)
M	8467	63.2%
F	4926	36.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
m	8467	63.2%
f	4926	36.8%

Most occurring characters

Value	Count	Frequency (%)
M	8467	63.2%
F	4926	36.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	13393	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
M	8467	63.2%
F	4926	36.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	13393	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	8467	63.2%
F	4926	36.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	13393	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
M	8467	63.2%
F	4926	36.8%

height_cm
Real number (ℝ)

Distinct	467
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	168.55981

Minimum	125
Maximum	193.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	104.8 KiB

Quantile statistics

Minimum	125
5-th percentile	154.2
Q1	162.4
median	169.2
Q3	174.8
95-th percentile	181.5
Maximum	193.8
Range	68.8
Interquartile range (IQR)	12.4

Descriptive statistics

Standard deviation	8.4265826
Coefficient of variation (CV)	0.049991648
Kurtosis	-0.4330535
Mean	168.55981
Median Absolute Deviation (MAD)	6.1
Skewness	-0.18688235
Sum	2257521.5
Variance	71.007293
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
170	126	0.9%
173	112	0.8%
175	103	0.8%
171	101	0.8%
172	94	0.7%
167	93	0.7%
172.5	81	0.6%
174	81	0.6%
168	79	0.6%
164	78	0.6%
Other values (457)	12445	92.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
125	1	< 0.1%
139.5	1	< 0.1%
139.8	1	< 0.1%
139.9	1	< 0.1%
140.5	1	< 0.1%
141	1	< 0.1%
143.4	1	< 0.1%
143.6	1	< 0.1%
143.7	1	< 0.1%
143.8	1	< 0.1%

Value	Count	Frequency (%)
193.8	1	< 0.1%
192	1	< 0.1%
191.9	1	< 0.1%
191.8	3	< 0.1%
191.7	1	< 0.1%
191.6	1	< 0.1%
191.4	2	< 0.1%
191.3	2	< 0.1%
190.9	2	< 0.1%
190.8	1	< 0.1%

weight_kg
Real number (ℝ)

Distinct	1398
Distinct (%)	10.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.447316

Minimum	26.3
Maximum	138.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	104.8 KiB

Quantile statistics

Minimum	26.3
5-th percentile	49.2
Q1	58.2
median	67.4
Q3	75.3
95-th percentile	87.3
Maximum	138.1
Range	111.8
Interquartile range (IQR)	17.1

Descriptive statistics

Standard deviation	11.949666
Coefficient of variation (CV)	0.17717038
Kurtosis	0.17160606
Mean	67.447316
Median Absolute Deviation (MAD)	8.54
Skewness	0.34980459
Sum	903321.9
Variance	142.79453
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70.5	53	0.4%
70	51	0.4%
71	51	0.4%
73.2	49	0.4%
66	49	0.4%
60.9	49	0.4%
72.3	49	0.4%
71.8	48	0.4%
68.1	47	0.4%
74.1	47	0.4%
Other values (1388)	12900	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26.3	1	< 0.1%
31.9	1	< 0.1%
33.7	1	< 0.1%
34.4	1	< 0.1%
34.5	1	< 0.1%
35.9	1	< 0.1%
36.5	1	< 0.1%
37.3	1	< 0.1%
37.4	2	< 0.1%
38.1	4	< 0.1%

Value	Count	Frequency (%)
138.1	1	< 0.1%
135.78	1	< 0.1%
125.7	1	< 0.1%
123	1	< 0.1%
119.8	1	< 0.1%
119.6	1	< 0.1%
118.8	1	< 0.1%
118.6	1	< 0.1%
117.5	1	< 0.1%
117.4	1	< 0.1%

body fat_%
Real number (ℝ)

Distinct	527
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.240165

Minimum	3
Maximum	78.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	104.8 KiB

Quantile statistics

Minimum	3
5-th percentile	12.1
Q1	18
median	22.8
Q3	28
95-th percentile	35.74
Maximum	78.4
Range	75.4
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	7.2568441
Coefficient of variation (CV)	0.31225441
Kurtosis	0.12871219
Mean	23.240165
Median Absolute Deviation (MAD)	5
Skewness	0.36113225
Sum	311255.53
Variance	52.661786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.1	90	0.7%
24.5	87	0.6%
20.2	87	0.6%
22.8	87	0.6%
20.3	85	0.6%
25.9	83	0.6%
20.5	82	0.6%
24.7	80	0.6%
18.2	80	0.6%
21.2	79	0.6%
Other values (517)	12553	93.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	2	< 0.1%
3.5	3	< 0.1%
4	1	< 0.1%
4.5	1	< 0.1%
4.7	1	< 0.1%
4.9	3	< 0.1%
5	1	< 0.1%
5.5	3	< 0.1%
5.6	1	< 0.1%
5.8	2	< 0.1%

Value	Count	Frequency (%)
78.4	1	< 0.1%
54.9	1	< 0.1%
53.5	1	< 0.1%
50.6	1	< 0.1%
50.3	1	< 0.1%
50.2	1	< 0.1%
49.8	1	< 0.1%
49.3	1	< 0.1%
49.2	1	< 0.1%
48.9	1	< 0.1%

diastolic
Real number (ℝ)

Distinct	89
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78.796842

Minimum	0
Maximum	156.2
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	104.8 KiB

Quantile statistics

Minimum	0
5-th percentile	61
Q1	71
median	79
Q3	86
95-th percentile	96
Maximum	156.2
Range	156.2
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	10.742033
Coefficient of variation (CV)	0.13632568
Kurtosis	0.36352454
Mean	78.796842
Median Absolute Deviation (MAD)	8
Skewness	-0.15963717
Sum	1055326.1
Variance	115.39128
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	670	5.0%
77	482	3.6%
75	475	3.5%
78	474	3.5%
81	464	3.5%
79	460	3.4%
83	448	3.3%
82	445	3.3%
76	428	3.2%
74	420	3.1%
Other values (79)	8627	64.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
6	1	< 0.1%
8	1	< 0.1%
30	1	< 0.1%
37	1	< 0.1%
40	1	< 0.1%
41	2	< 0.1%
42	6	< 0.1%
43	2	< 0.1%
44	3	< 0.1%

Value	Count	Frequency (%)
156.2	1	< 0.1%
126	1	< 0.1%
121	1	< 0.1%
120	1	< 0.1%
118	1	< 0.1%
117	1	< 0.1%
115	1	< 0.1%
113	1	< 0.1%
112	3	< 0.1%
111	1	< 0.1%

systolic
Real number (ℝ)

Distinct	102
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	130.23482

Minimum	0
Maximum	201
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	104.8 KiB

Quantile statistics

Minimum	0
5-th percentile	106
Q1	120
median	130
Q3	141
95-th percentile	155
Maximum	201
Range	201
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	14.713954
Coefficient of variation (CV)	0.11298018
Kurtosis	0.38028484
Mean	130.23482
Median Absolute Deviation (MAD)	10
Skewness	-0.04865361
Sum	1744234.9
Variance	216.50043
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120	515	3.8%
130	416	3.1%
123	404	3.0%
134	335	2.5%
128	320	2.4%
118	319	2.4%
132	314	2.3%
125	314	2.3%
129	310	2.3%
122	310	2.3%
Other values (92)	9836	73.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
14	1	< 0.1%
43.9	1	< 0.1%
77	1	< 0.1%
82	1	< 0.1%
84	1	< 0.1%
86	3	< 0.1%
88	2	< 0.1%
89	2	< 0.1%
90	2	< 0.1%

Value	Count	Frequency (%)
201	1	< 0.1%
195	1	< 0.1%
193	2	< 0.1%
191	1	< 0.1%
188	1	< 0.1%
187	1	< 0.1%
186	1	< 0.1%
184	1	< 0.1%
181	3	< 0.1%
180	1	< 0.1%

gripForce
Real number (ℝ)

Distinct	550
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.963877

Minimum	0
Maximum	70.5
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	104.8 KiB

Quantile statistics

Minimum	0
5-th percentile	20.9
Q1	27.5
median	37.9
Q3	45.2
95-th percentile	53.5
Maximum	70.5
Range	70.5
Interquartile range (IQR)	17.7

Descriptive statistics

Standard deviation	10.624864
Coefficient of variation (CV)	0.28743911
Kurtosis	-0.82220017
Mean	36.963877
Median Absolute Deviation (MAD)	8.7
Skewness	0.018456493
Sum	495057.21
Variance	112.88774
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
43.1	71	0.5%
43.9	67	0.5%
40.6	59	0.4%
40.3	58	0.4%
39.3	58	0.4%
40.1	58	0.4%
25.4	58	0.4%
43.5	57	0.4%
44.5	57	0.4%
27.5	57	0.4%
Other values (540)	12793	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
1.6	1	< 0.1%
2.1	1	< 0.1%
3.5	1	< 0.1%
4.4	1	< 0.1%
5.3	1	< 0.1%
6.7	1	< 0.1%
7.9	1	< 0.1%
8.6	1	< 0.1%
9.1	1	< 0.1%

Value	Count	Frequency (%)
70.5	1	< 0.1%
70.4	1	< 0.1%
69.9	1	< 0.1%
69	1	< 0.1%
68.4	1	< 0.1%
67.6	1	< 0.1%
67.1	2	< 0.1%
66.8	1	< 0.1%
66	1	< 0.1%
65.8	1	< 0.1%

sit and bend forward_cm
Real number (ℝ)

Distinct	528
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.209268

Minimum	-25
Maximum	213
Zeros	12
Zeros (%)	0.1%
Negative	642
Negative (%)	4.8%
Memory size	104.8 KiB

Quantile statistics

Minimum	-25
5-th percentile	0.2
Q1	10.9
median	16.2
Q3	20.7
95-th percentile	26.54
Maximum	213
Range	238
Interquartile range (IQR)	9.8

Descriptive statistics

Standard deviation	8.456677
Coefficient of variation (CV)	0.55602129
Kurtosis	35.220856
Mean	15.209268
Median Absolute Deviation (MAD)	4.9
Skewness	0.78549201
Sum	203697.73
Variance	71.515386
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	119	0.9%
18.5	102	0.8%
16	102	0.8%
19	100	0.7%
17	99	0.7%
15	98	0.7%
21	95	0.7%
14	92	0.7%
22	89	0.7%
18	87	0.6%
Other values (518)	12410	92.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-25	1	< 0.1%
-22	1	< 0.1%
-20	10	0.1%
-19.9	2	< 0.1%
-19.7	1	< 0.1%
-19	2	< 0.1%
-18.9	1	< 0.1%
-18.7	1	< 0.1%
-18.4	1	< 0.1%
-18	1	< 0.1%

Value	Count	Frequency (%)
213	1	< 0.1%
185	1	< 0.1%
42	1	< 0.1%
40	2	< 0.1%
37	1	< 0.1%
35.2	5	< 0.1%
35	1	< 0.1%
34.8	2	< 0.1%
34.7	1	< 0.1%
34.6	2	< 0.1%

sit-ups counts
Real number (ℝ)

Distinct	81
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.771224

Minimum	0
Maximum	80
Zeros	125
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	104.8 KiB

Quantile statistics

Minimum	0
5-th percentile	14
Q1	30
median	41
Q3	50
95-th percentile	60
Maximum	80
Range	80
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	14.276698
Coefficient of variation (CV)	0.35897056
Kurtosis	-0.15632586
Mean	39.771224
Median Absolute Deviation (MAD)	10
Skewness	-0.46782988
Sum	532656
Variance	203.82412
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45	416	3.1%
40	394	2.9%
50	393	2.9%
46	383	2.9%
47	369	2.8%
48	368	2.7%
44	367	2.7%
43	365	2.7%
51	362	2.7%
42	347	2.6%
Other values (71)	9629	71.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	125	0.9%
1	18	0.1%
2	31	0.2%
3	23	0.2%
4	28	0.2%
4.6	1	< 0.1%
5	29	0.2%
6	28	0.2%
7	36	0.3%
8	34	0.3%

Value	Count	Frequency (%)
80	1	< 0.1%
78	2	< 0.1%
76	4	< 0.1%
75	4	< 0.1%
74	4	< 0.1%
73	2	< 0.1%
72	3	< 0.1%
71	15	0.1%
70	11	0.1%
69	19	0.1%

broad jump_cm
Real number (ℝ)

Distinct	245
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	190.12963

Minimum	0
Maximum	303
Zeros	10
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	104.8 KiB

Quantile statistics

Minimum	0
5-th percentile	121
Q1	162
median	193
Q3	221
95-th percentile	247
Maximum	303
Range	303
Interquartile range (IQR)	59

Descriptive statistics

Standard deviation	39.868
Coefficient of variation (CV)	0.20968852
Kurtosis	0.0023965018
Mean	190.12963
Median Absolute Deviation (MAD)	29
Skewness	-0.42262256
Sum	2546406.1
Variance	1589.4574
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
211	181	1.4%
220	176	1.3%
230	172	1.3%
180	161	1.2%
200	157	1.2%
215	144	1.1%
170	140	1.0%
185	140	1.0%
226	139	1.0%
222	139	1.0%
Other values (235)	11844	88.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	0.1%
20	1	< 0.1%
35	1	< 0.1%
40	1	< 0.1%
43	1	< 0.1%
45	1	< 0.1%
47	1	< 0.1%
49	1	< 0.1%
50	2	< 0.1%
51	2	< 0.1%

Value	Count	Frequency (%)
303	1	< 0.1%
299	1	< 0.1%
295	2	< 0.1%
294	1	< 0.1%
293	1	< 0.1%
290	2	< 0.1%
288	1	< 0.1%
286	2	< 0.1%
285	3	< 0.1%
284	1	< 0.1%

class
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	104.8 KiB

C	3349
D	3349
A	3348
B	3347

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	13393
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	C
2nd row	A
3rd row	C
4th row	B
5th row	B

Common Values

Value	Count	Frequency (%)
C	3349	25.0%
D	3349	25.0%
A	3348	25.0%
B	3347	25.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
c	3349	25.0%
d	3349	25.0%
a	3348	25.0%
b	3347	25.0%

Most occurring characters

Value	Count	Frequency (%)
C	3349	25.0%
D	3349	25.0%
A	3348	25.0%
B	3347	25.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	13393	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
C	3349	25.0%
D	3349	25.0%
A	3348	25.0%
B	3347	25.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	13393	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	3349	25.0%
D	3349	25.0%
A	3348	25.0%
B	3347	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	13393	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
C	3349	25.0%
D	3349	25.0%
A	3348	25.0%
B	3347	25.0%

Auto

Heatmap
Table

	age	height_cm	weight_kg	body fat_%	diastolic	systolic	gripForce	sit and bend forward_cm	sit-ups counts	broad jump_cm	gender	class
age	1.000	-0.234	-0.051	0.211	0.179	0.205	-0.122	-0.092	-0.498	-0.365	0.146	0.072
height_cm	-0.234	1.000	0.759	-0.516	0.153	0.226	0.744	-0.254	0.485	0.684	0.759	0.063
weight_kg	-0.051	0.759	1.000	-0.156	0.267	0.350	0.728	-0.318	0.331	0.535	0.720	0.158
body fat_%	0.211	-0.516	-0.156	1.000	0.046	-0.041	-0.550	-0.032	-0.590	-0.676	0.549	0.223
diastolic	0.179	0.153	0.267	0.046	1.000	0.675	0.208	-0.093	0.007	0.099	0.216	0.046
systolic	0.205	0.226	0.350	-0.041	0.675	1.000	0.293	-0.107	0.062	0.169	0.312	0.031
gripForce	-0.122	0.744	0.728	-0.550	0.208	0.293	1.000	-0.155	0.575	0.763	0.867	0.140
sit and bend forward_cm	-0.092	-0.254	-0.318	-0.032	-0.093	-0.107	-0.155	1.000	0.157	-0.020	0.293	0.276
sit-ups counts	-0.498	0.485	0.331	-0.590	0.007	0.062	0.575	0.157	1.000	0.734	0.473	0.285
broad jump_cm	-0.365	0.684	0.535	-0.676	0.099	0.169	0.763	-0.020	0.734	1.000	0.730	0.180
gender	0.146	0.759	0.720	0.549	0.216	0.312	0.867	0.293	0.473	0.730	1.000	0.091
class	0.072	0.063	0.158	0.223	0.046	0.031	0.140	0.276	0.285	0.180	0.091	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	age	gender	height_cm	weight_kg	body fat_%	diastolic	systolic	gripForce	sit and bend forward_cm	sit-ups counts	broad jump_cm	class
0	27.0	M	172.3	75.24	21.3	80.0	130.0	54.9	18.4	60.0	217.0	C
1	25.0	M	165.0	55.80	15.7	77.0	126.0	36.4	16.3	53.0	229.0	A
2	31.0	M	179.6	78.00	20.1	92.0	152.0	44.8	12.0	49.0	181.0	C
3	32.0	M	174.5	71.10	18.4	76.0	147.0	41.4	15.2	53.0	219.0	B
4	28.0	M	173.8	67.70	17.1	70.0	127.0	43.5	27.1	45.0	217.0	B
5	36.0	F	165.4	55.40	22.0	64.0	119.0	23.8	21.0	27.0	153.0	B
6	42.0	F	164.5	63.70	32.2	72.0	135.0	22.7	0.8	18.0	146.0	D
7	33.0	M	174.9	77.20	36.9	84.0	137.0	45.9	12.3	42.0	234.0	B
8	54.0	M	166.8	67.50	27.6	85.0	165.0	40.4	18.6	34.0	148.0	C
9	28.0	M	185.0	84.60	14.4	81.0	156.0	57.9	12.1	55.0	213.0	B

	age	gender	height_cm	weight_kg	body fat_%	diastolic	systolic	gripForce	sit and bend forward_cm	sit-ups counts	broad jump_cm	class
13383	25.0	M	170.7	68.86	13.3	60.0	106.0	39.2	14.1	51.0	235.0	B
13384	64.0	F	152.4	55.90	33.1	87.0	158.0	23.5	20.0	14.0	154.0	B
13385	37.0	M	177.5	83.10	29.7	77.0	113.0	41.7	7.2	41.0	167.0	D
13386	62.0	F	156.2	40.00	20.2	61.0	115.0	18.5	5.7	1.0	81.0	D
13387	39.0	M	174.4	70.80	24.3	78.0	132.0	41.6	12.0	44.0	168.0	B
13388	25.0	M	172.1	71.80	16.2	74.0	141.0	35.8	17.4	47.0	198.0	C
13389	21.0	M	179.7	63.90	12.1	74.0	128.0	33.0	1.1	48.0	167.0	D
13390	39.0	M	177.2	80.50	20.1	78.0	132.0	63.5	16.4	45.0	229.0	A
13391	64.0	F	146.1	57.70	40.4	68.0	121.0	19.3	9.2	0.0	75.0	D
13392	34.0	M	164.0	66.10	19.5	82.0	150.0	35.9	7.1	51.0	180.0	C

Most frequently occurring

	age	gender	height_cm	weight_kg	body fat_%	diastolic	systolic	gripForce	sit and bend forward_cm	sit-ups counts	broad jump_cm	class	# duplicates
0	27.0	F	157.0	49.1	30.7	70.0	86.0	27.7	19.7	51.0	167.0	A	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring